{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import graphviz"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                                            \n",
      "                                                            \n",
      "                                                            \n",
      "                000000000           000000000               \n",
      "            00000000000000000   00000000000000000           \n",
      "          00000000000000000000000000000000000000000         \n",
      "         0000000000000000000000000000000000000000000        \n",
      "        000000000000000000000000000000000000000000000       \n",
      "        000000000000000000000000000000000000000000000       \n",
      "        000000000000000000000000000000000000000000000       \n",
      "        000000000000000000000000000000000000000000000       \n",
      "        000000000000000000000000000000000000000000000       \n",
      "        000000000000000000000000000000000000000000000       \n",
      "         0000000000000000000000000000000000000000000        \n",
      "          00000000000000000000000000000000000000000         \n",
      "          00000000000000000000000000000000000000000         \n",
      "            0000000000000000000000000000000000000           \n",
      "             00000000000000000000000000000000000            \n",
      "              000000000000000000000000000000000             \n",
      "                00000000000000000000000000000               \n",
      "                  0000000000000000000000000                 \n",
      "                    000000000000000000000                   \n",
      "                       000000000000000                      \n",
      "                          000000000                         \n",
      "                             000                            \n",
      "                              0                             \n",
      "                                                            \n",
      "                                                            \n",
      "                                                            \n",
      "                                                            \n"
     ]
    }
   ],
   "source": [
    "print('\\n'.join([''.join([('00000000'[(x-y)%8]if((x*0.05)**2+(y*0.1)**2-1)**3-(x*0.05)**2*(y*0.1)**3<=0 else' ')for x in range(-30,30)])for y in range(15,-15,-1)]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sklearn.datasets as datasets\n",
    "import pandas as pd\n",
    "iris = datasets.load_iris()\n",
    "df = pd.DataFrame(iris.data,columns=iris.feature_names)\n",
    "y = iris.target"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DecisionTreeClassifier(class_weight=None, criterion='gini', max_depth=None,\n",
       "            max_features=None, max_leaf_nodes=None,\n",
       "            min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "            min_samples_leaf=1, min_samples_split=2,\n",
       "            min_weight_fraction_leaf=0.0, presort=False, random_state=None,\n",
       "            splitter='best')"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.tree import DecisionTreeClassifier\n",
    "dtree = DecisionTreeClassifier()\n",
    "dtree.fit(df,y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.externals.six import StringIO\n",
    "from IPython.display import Image\n",
    "from sklearn.tree import export_graphviz\n",
    "import pydotplus\n",
    "dot_data = StringIO()\n",
    "export_graphviz(dtree,out_file=dot_data,filled=True,rounded=True,special_characters=True)\n",
    "graph = pydotplus.graph_from_dot_data(dot_data.getvalue())\n",
    "Image(graph.create_png())"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
